1. Research Fellow, Institute of Catastrophe Risk Management, Nanyang Technological Univ., 50 Nanyang Ave., Singapore 639798.
2. Associate Professor, School of Civil and Environmental Engineering, Nanyang Technological Univ., 50 Nanyang Ave., Singapore 639798 (corresponding author).